Agent integrations are custom AI agents instrumented with OpenTelemetry. See Architecture for how they compare with data integrations, and Deployments for the requirements.

Deploy the Agent Observability Data Platform

Custom agents instrumented with OpenTelemetry send their traces to the Agent Observability Data Platform, which you deploy in your own cloud account. Monte Carlo queries the traces through a collection agent that you deploy in the platform's network.

1. Deploy the platform and connect it to Monte Carlo with the guide for your cloud:

   Cloud	Guide	Collection agent that queries the platform
   AWS	AWS	Lambda collection agent, or the Generic Agent on the platform's EKS cluster
   Azure	Azure	Azure Functions collection agent (Generic Agent coming soon)
   GCP	GCP	Cloud Run collection agent (Generic Agent coming soon)

2. Point your agents' OpenTelemetry exporter at the platform. See Custom agents (OpenTelemetry Integration).

Snowflake Cortex and Databricks agents don't need this platform: Monte Carlo reads their traces through your existing warehouse connection, which uses your data integration deployment.

Monte Carlo-hosted platform

A Monte Carlo-hosted Agent Observability Data Platform, with nothing to deploy in your account, is coming soon.